{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "d1f20875-c50d-46df-906b-49ec1d0c6002",
   "metadata": {},
   "source": [
    "# 7.3 使用单层神经网络实现鸢尾花的分类"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "c90a18b9-d8e8-431c-856c-35f1e4ed05e1",
   "metadata": {},
   "source": [
    "### 1.任务描述\n",
    "\n",
    "- 下载鸢尾花数据集\n",
    "- 设计单层神经网络\n",
    "- 训练网络，求解模型\n",
    "- 记录迭代过程中的损失和准确率\n",
    "- 对损失和准确率进行可视化输出\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "f5b4fc39-cbcf-432a-bf1e-e75e642d4b87",
   "metadata": {},
   "source": [
    "### 2.知识准备\n",
    "\n",
    "见教程。"
   ]
  },
  {
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    }
   },
   "cell_type": "markdown",
   "id": "b624ebee-980f-4c1e-b963-a24ff0b669f6",
   "metadata": {},
   "source": [
    "### 3.任务分析\n",
    "\n",
    "1. 网络结构设计\n",
    "\n",
    "使用神经网络实现多分类问题的实现过程和Softmax回归几乎是一样的，只是从设计和实现神经网络的角度来重新描述这个过程，神经网络的设计包括如下内容：\n",
    "\n",
    "- 搭建神经网络的结构，主要包括设计几层网络、每层网络有几个节点、节点之间是如何连接的等\n",
    "- 根据任务目标，选择合适的激活函数\n",
    "- 根据任务目标，选择合适的损失函数\n",
    "\n",
    "假设鸢尾花数据集是线性可分的，那么，实现鸢尾花的分类可以选择没有隐藏层的单层神经网络，如图7-3-4所示。\n",
    "\n",
    "![image.png](attachment:8cc0f153-c518-4018-ba1a-fa4bc94b167c.png)\n",
    "\n",
    "图7-3-4  没有隐藏的单层神经网络实现鸢尾花分类\n",
    "\n",
    "神经网络的具体信息如下：\n",
    "\n",
    "- 输入层：输入层的节点数由样本特征的个数决定，在鸢尾花数据集中，每个样本有4个特征，所以在输入层设计4个节点\n",
    "- 输出层：输出层的节点个数由分类的类别数决定，鸢尾花被分为3类，所以输出层设计3个节点，分别对应不同的种类\n",
    "- 标签格式：因为鸢尾花的分类是多分类问题，所以标签值使用独热编码格式表示\n",
    "- 激活函数：因为鸢尾花的分类是多分类问题，所以使用Softmax函数作为激活函数\n",
    "- 损失函数：使用交叉熵损失函数来计算误差\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "269d4bbf-45c2-4a7e-a172-9b53bf7e9979",
   "metadata": {},
   "source": [
    "2. 神经网络数学模型\n",
    "\n",
    "神经网络是一种数学模型，节点之间的关系描述的是数学运算，因此，实现神经网络，就是通过多维数组来实现这些数学运算。\n",
    "\n",
    "在鸢尾花的训练集中有120个样本，每个样本有4个特征，如果一次输入120个样本，那么样本的特征X是一个形状为(120,4)的二维数组。\n",
    "\n",
    "$X=\\left [ \\begin{array}{c} \r\n",
    "  x_1^1&x_1^2&x_1^3&x_1^4\\\\\r\n",
    "  x_2^1&x_2^2&x_2^3&x_2^4\\\\\r\n",
    "  ...&...&...&...\\\\\r\n",
    "  x_{120}^1&x_{120}^2&x_{120}^3&x_{120}^4\r\n",
    "\\end{array} \\right]$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7382a737-a12e-4647-bd94-8773b26c44dd",
   "metadata": {},
   "source": [
    "样本的标签Y是一个形状为(120,3)的二维数组，其中每行表示的是鸢尾花的类别的独热编码。\n",
    "\n",
    "$Y=\\left [ \\begin{array}{c} \r\n",
    "  y_1^1&y_1^2&y_1^3\\\\\r\n",
    "  y_2^1&y_2^2&y_2^3\\\\\r\n",
    "  ...&...&...\\\\\r\n",
    "  y_{120}^1&y_{120}^2&y_{120}^3&\r\n",
    "\\end{array} \\right ]$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d47ab7ec-f6f8-4271-99ac-8d54a72abf42",
   "metadata": {},
   "source": [
    "经过神经网络运算后，输出的结果$\\hat{Y}$是预测值，是一个形状为(120,3)的二维数组，是每个样本分别属于不同类别的概率。\n",
    "\n",
    "$\\hat{Y}=\\left [ \\begin{array}{c} \r\n",
    "  \\hat{y}_1^1&\\hat{y}_1^2&\\hat{y}_1^3\\\\\r\n",
    "  \\hat{y}_2^1&\\hat{y}_2^2&\\hat{y}_2^3\\\\\r\n",
    "  ...&...&...\\\\\r\n",
    "  \\hat{y}_{120}^1&\\hat{y}_{120}^2&\\hat{y}_{120}^3&\r\n",
    "\\end{array} \\right ]$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6affe25b-3084-4314-b808-f86c5c80c3ce",
   "metadata": {},
   "source": [
    "输入层和输出层之间连接的权值，构成一个形状是(4,3)的权值矩阵W：\n",
    "\n",
    "$Y=\\left [ \\begin{array}{c} \r\n",
    "w_{11}&w_{12}&w_{12}\\\\\r\n",
    "w_{21}&w_{22}&w_{23}\\\\\r\n",
    "w_{31}&w_{32}&w_{33}\\\\\r\n",
    "w_{41}&w_{42}&w_{43}\r\n",
    "\\end{array} \\right ]$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "df96273a-ffb2-4833-b1aa-a69585654b55",
   "metadata": {},
   "source": [
    "输出层的每个神经元还有$B=[b_1,b_2,b_3]$一个偏置项b，把它们表示为一个一维数组：，它和W共同构成了神经网络的模型参数。$Y=XW+B$输入数据、模型参数和输出数据之间的关系为，这就是神经网络的数学模型。\r\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "435c6090-cfda-4f46-a550-22a368e41e4a",
   "metadata": {},
   "source": [
    "### 4.任务实施\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "ec75eb6c-5da3-467d-a471-ca3b47242dd6",
   "metadata": {},
   "source": [
    "执行代码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2ae9da58-e339-4d22-9f8d-ca255711d89e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 ,训练集准确率: 0.083333336 ,训练集损失: 2.3513663 ,测试集准确率: 0.16666667 ,测试集损失: 1.9915375\n",
      "10 ,训练集准确率: 0.93333334 ,训练集损失: 0.28643906 ,测试集准确率: 0.96666664 ,测试集损失: 0.37351257\n",
      "20 ,训练集准确率: 0.94166666 ,训练集损失: 0.23959275 ,测试集准确率: 0.96666664 ,测试集损失: 0.30281308\n",
      "30 ,训练集准确率: 0.94166666 ,训练集损失: 0.21358398 ,测试集准确率: 0.96666664 ,测试集损失: 0.26242507\n",
      "40 ,训练集准确率: 0.94166666 ,训练集损失: 0.1956733 ,测试集准确率: 0.96666664 ,测试集损失: 0.23500869\n",
      "50 ,训练集准确率: 0.95 ,训练集损失: 0.18205029 ,测试集准确率: 0.96666664 ,测试集损失: 0.21461551\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "import tensorflow as tf\n",
    "\n",
    "# 1，数据集下载\n",
    "# 1.1，下载\n",
    "# 训练集\n",
    "TRAIN_URL=\"http://download.tensorflow.org/data/iris_training.csv\"\n",
    "train_path=tf.keras.utils.get_file(TRAIN_URL.split('/')[-1], TRAIN_URL)\n",
    "\n",
    "# 测试集\n",
    "TEST_URL=\"http://download.tensorflow.org/data/iris_test.csv\"\n",
    "test_path=tf.keras.utils.get_file(TEST_URL.split('/')[-1],TEST_URL)\n",
    "\n",
    "# 1.2，使用Pandas读取数据，得到DataFrame格式数据\n",
    "df_iris_test=pd.read_csv(test_path,header=0)\n",
    "df_iris_train=pd.read_csv(train_path,header=0)\n",
    "# 1.3，转换成NumPy格式\n",
    "iris_train=np.array(df_iris_train)\n",
    "iris_test=np.array(df_iris_test)\n",
    "\n",
    "# print(iris_train.shape)\n",
    "# print(iris_test.shape)\n",
    "\n",
    "# 2，数据预处理\n",
    "# 2.1，拆分样本特征和标签\n",
    "x_train = iris_train[:,0:4]\n",
    "y_train = iris_train[:,4]\n",
    "# print(x_train.shape,y_train.shape)\n",
    "\n",
    "x_test = iris_test[:,0:4]\n",
    "y_test = iris_test[:,4]\n",
    "# print(x_test.shape,y_test.shape)\n",
    "\n",
    "# 2.2，数据归一化\n",
    "# 由于样本的4个特征值尺度相同，因此不用进行归一化\n",
    "\n",
    "# 2.3，数据中心化\n",
    "# 需要按列中心化，所以指定axis=0\n",
    "x_train=x_train-np.mean(x_train,axis=0)\n",
    "x_test=x_test-np.mean(x_test,axis=0)\n",
    "\n",
    "# 2.4，类型转换\n",
    "X_train=tf.cast(x_train,tf.float32)\n",
    "# 将标签转为int32，再转为独热编码\n",
    "Y_train=tf.one_hot(tf.constant(y_train,tf.int32),3)\n",
    "\n",
    "X_test=tf.cast(x_test,tf.float32)\n",
    "# 将标签转为int32，再转为独热编码\n",
    "Y_test=tf.one_hot(tf.constant(y_test,tf.int32),3)\n",
    "\n",
    "# 3，设置超参数\n",
    "# 学习率\n",
    "learn_rate=0.5\n",
    "# 迭代次数\n",
    "iter=50\n",
    "# 显示频率\n",
    "display_step=10\n",
    "\n",
    "# 模型参数\n",
    "np.random.seed(612)\n",
    "# 二维(4,3)，初始化为随机数\n",
    "W=tf.Variable(np.random.randn(4,3),dtype=tf.float32)\n",
    "# 一维(3)，初始化为0\n",
    "B=tf.Variable(np.random.randn(3),dtype=tf.float32)\n",
    "\n",
    "# 4，训练模型\n",
    "# 训练准确率\n",
    "acc_train=[]\n",
    "# 测试准确率\n",
    "acc_test=[]\n",
    "# 训练损失\n",
    "cce_train=[]\n",
    "# 测试损失\n",
    "cce_test=[]\n",
    "\n",
    "for i in range(0,iter+1):\n",
    "    with tf.GradientTape() as tape:\n",
    "        # 计算训练集线性输出\n",
    "        PRED_train=tf.matmul(X_train,W)+B\n",
    "        # 训练集预测值，一组概率值\n",
    "        PRED_train=tf.nn.softmax(PRED_train)\n",
    "        # 训练集交叉熵损失\n",
    "        Loss_train=tf.reduce_mean(tf.keras.metrics.categorical_crossentropy\n",
    "(y_true=Y_train,y_pred=PRED_train))\n",
    "    # 计算测试集线性输出    \n",
    "    PRED_test=tf.matmul(X_test,W)+B\n",
    "    # 测试集预测值，一组概率值\n",
    "    PRED_test=tf.nn.softmax(PRED_test)\n",
    "    # 测试集交叉熵损失\n",
    "    Loss_test=tf.reduce_mean(tf.keras.metrics.categorical_crossentropy\n",
    "(y_true=Y_test,y_pred=PRED_test))\n",
    "\n",
    "    # 计算准确率\n",
    "    # 训练集准确率\n",
    "    accuracy_train=tf.reduce_mean(tf.cast(tf.equal(tf.argmax(PRED_train.\n",
    "numpy(),1),y_train),tf.float32))\n",
    "    # 测试集准确率\n",
    "    accuracy_test=tf.reduce_mean(tf.cast(tf.equal(tf.argmax (PRED_test.numpy(),1),y_test),tf.float32))\n",
    "    # 将损失添加到列表\n",
    "    cce_train.append(Loss_train)\n",
    "    cce_test.append(Loss_test)\n",
    "    # 将准确率添加到列表\n",
    "    acc_train.append(accuracy_train)\n",
    "    acc_test.append(accuracy_test)\n",
    "    # 计算偏导数\n",
    "    grads = tape.gradient(Loss_train,[W,B])\n",
    "    # 更新偏导数\n",
    "    W.assign_sub(learn_rate*grads[0])\n",
    "    B.assign_sub(learn_rate*grads[1])\n",
    "    # 显示迭代次数、训练集准确率、训练集损失、测试集准确率、测试集损失\n",
    "    if i % display_step==0:\n",
    "        print(i,',训练集准确率:',accuracy_train.numpy(),',训练集损失:',Loss_train.numpy(),',测试集准确率:',accuracy_test.numpy(),',测试集损失:',Loss_test.numpy())\n",
    " \n",
    "\n",
    "# 5，可视化结果\n",
    "plt.figure(figsize=(10,3))\n",
    "# 5.1，绘制损失\n",
    "plt.subplot(121)\n",
    "plt.plot(cce_train, label=\"train\")\n",
    "plt.plot(cce_test, '--', label=\"test\")\n",
    "plt.xlabel(\"Iter\")\n",
    "plt.ylabel(\"Loss\")\n",
    "plt.legend([\"train\",\"test\"])\n",
    "\n",
    "# 5.2，绘制准确率\n",
    "plt.subplot(122)\n",
    "plt.plot(acc_train, label=\"train\")\n",
    "plt.plot(acc_test, '--', label=\"test\")\n",
    "plt.xlabel(\"Iter\")\n",
    "plt.ylabel(\"Acc\")\n",
    "plt.legend([\"train\",\"test\"])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e3b3e36e-8418-4caf-af51-d8ac80e2a321",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
